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Professorship for Information Systems, in particular Machine Learning

Organisational unit: Professoship

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Main research areas

Research

We are interested in statistical machine learning with a focus on spatiotemporal problems, such as user navigation on the web, adaptive testing and adaptive learning environments, and the coordination of football players on the pitch. While we mainly focus on basic research, we also collaborate with selected partners in academia, sports and industry in different projects.

Teaching

Our teaching focuses on introductory/advanced machine learning and data mining as well as basic statistics. We regularly offer courses in the Management & Data Science Master and the Information Systems Bachelor programs. Exemplary courses comprise Deep Learning (Data Science), Statistics (Information Systems), and Machine Learning & Data Mining (Engineering).

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  1. 2019
  2. Published

    Reformstudie Belgien: eine Effektstudie zur Einführung von kompetenzorientiertem Rahmenplan und mBook

    Schreiber, W., Trautwein, U., Wagner, W. & Brefeld, U., 01.02.2019, Geschichtsdidaktischer Zwischenhalt: Beiträge aus der Tagung "Kompetent machen für ein Leben in, mit und durch Geschichte" in Eichstätt vom November 2017. Schreiber, W., Ziegler, B. & Kühberger, C. (eds.). 1. ed. Münster: Waxmann Verlag, p. 161-174 14 p. 2

    Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research

  3. Published

    Frame-based Optimal Design

    Mair, S., Rudolph, Y., Closius, V. & Brefeld, U., 23.01.2019, Machine learning and knowledge discovery in databases: European Conference, ECML PKDD 2018, Dublin, Ireland, September 10-14, 2018 : proceedings. Berlingerio, M., Bonchi, F., Gärtner, T., Hurley, N. & Ifrim, G. (eds.). Cham: Springer Nature, Vol. 2. p. 447-463 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11052 LNAI).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  4. Published

    Probabilistic movement models and zones of control

    Brefeld, U., Lasek, J. & Mair, S., 15.01.2019, In: Machine Learning. 108, 1, p. 127-147 21 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  5. Published

    Foreword to applied data science, demo, and nectar tracks

    Brefeld, U., Curry, E., Daly, E., Macnamee, B., Marascu, A. & Pinelli, F., 01.01.2019, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2018, Dublin, Ireland, September 10-14, 2018 : proceedings. Brefeld, U., Curry, E., Daly, E., Macnamee, B., Marascu, A. & Pinelli, F. (eds.). Cham: Springer Verlag, Vol. 3. p. V-VI 2 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11053).

    Research output: Contributions to collected editions/works › Other › Research

  6. Published

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2018, Dublin, Ireland, September 10-14, 2018, Proceedings - Part III

    Brefeld, U. (Editor), Curry , E. (Editor), Daly, E. (Editor), MacNamee, B. (Editor), Marascu, A. (Editor), Pinelli , F. (Editor), Berlingerio, M. (Editor) & Hurley, N. (Editor), 2019, Cham: Springer Verlag. 706 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11054 LNAI)

    Research output: Books and anthologies › Collected editions and anthologies › Research

  7. 2018
  8. Published

    MDP-based itinerary recommendation using geo-tagged social media

    Gaonkar, R., Tavakol, M. & Brefeld, U., 25.10.2018, Advances in Intelligent Data Analysis XVII - 17th International Symposium, IDA 2018, Proceedings. Duivesteijn, W., Siebes, A. & Ukkonen, A. (eds.). Basel: Springer Nature, p. 111-123 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); no. 11191).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

  9. Published

    Exploiting ConvNet diversity for flooding identification

    Nogueira, K., Fadel, S. G., Dourado, I. C., De Werneck, R. O., Munoz, J. A. V., Penatti, O. A. B., Calumby, R. T., Li, L. T., Dos Santos, J. A. & Torres, R. D. S., 09.2018, In: IEEE Geoscience and Remote Sensing Letters. 15, 9, p. 1446-1450 5 p., 8398414.

    Research output: Journal contributions › Journal articles › Research › peer-review

  10. Published

    Adaptive Item Selection Under Matroid Constraints

    Bengs, D., Brefeld, U. & Kröhne, U., 07.08.2018, In: Journal of Computerized Adaptive Testing. 6, 2, p. 15-36 22 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  11. Published

    Distributed robust Gaussian Process regression

    Mair, S. & Brefeld, U., 01.05.2018, In: Knowledge and Information Systems. 55, 2, p. 415-435 21 p.

    Research output: Journal contributions › Journal articles › Research › peer-review

  12. Published

    Infinite Mixtures of Markov Chains

    Reubold, J., Boubekki, A., Strufe, T. & Brefeld, U., 2018, New Frontiers in Mining Complex Patterns: 6th International Workshop, NFMCP 2017 : held in conjunction with ECML-PKDD 2017, Skopje, Macedonia, September 18-22, 2017 : revised selected papers. Appice, A., Loglisci, C., Manco, G. & Masciari, E. (eds.). Cham: Springer Verlag, p. 167-181 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10785 LNAI).

    Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review

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Researchers

  1. Birte Karoline Manke

Activities

  1. 50 Jahre Verbraucherverbandsklage - 2015
  2. Tagung ,,Feindkonstruktionen im Kalten Krieg. Interdisziplinäre Perspektiven auf eine brisante zeithistorische Phase'' - 2010
  3. Interdisziplinäre Konferenz Kompetenzen in der Kompetenzerfassung - 2011
  4. Gewalt und Sicherheit in der Weltgesellschaft
  5. Die 10. Tagung der AG Populärkultur und Medien in der GfM - Popkongress 2018
  6. Frühjahrstagung der Sektion Medienpädagogik (DGfE) 2023
  7. Tagung zum Projekt ,,KITA21 – Die Zukunftsgestalter '' - 2010
  8. Für eine Philologie der Bilder, oder: HyperImage, ein Zettelkasten für Bilder, antwortet
  9. „Positive“ Kritik
  10. Modes d'existence et de résistance à l'âge du précariat. Nouvelles alliances entre art et politique
  11. Tagung Politische Ökonomik großer Transformationen - 2015
  12. Organization Studies (Fachzeitschrift)

Publications

  1. Lernen durch Engagement
  2. Sustainable Finance
  3. Transdisciplinarity in social-ecological research: Constraints, challenges and opportunities
  4. Fabrication of a high strength Mg-11Gd-4.5Y-1Nd-1.5Zn-0.5Zr (wt%) alloy by thermomechanical treatments
  5. Does CSR Matter for Nonprofit Organizations?
  6. RE/viewing Jerusalem
  7. Wert einer nicht gewinnorientiert benutzen Marke
  8. Aging studies of biodiesel and HVO and their testing as neat fuel and blends for exhaust emissions in heavy-duty engines and passenger cars
  9. Von Privatisierung zu den Allmenden
  10. Sustainability Management for Start-ups and Micro-Enterprises:
  11. Simondon et la question de l'information
  12. Die Mitarbeiterinnen und Mitarbeiter an die Organisation binden:
  13. Effect of LPSO Phases on Crack Propagation in an Extruded Mg–Dy–Nd–Zn–Zr Alloy Influenced by Heat Treatment
  14. Lehrern Lehren lehren – Entwicklung und Evaluation von Lehrerfortbildungen zu formativem Assessment
  15. Edible wild fruit trees and shrubs and their socioeconomic significance in central ethiopia
  16. Fluide Säcke
  17. Kurt Schwitters und Erst Jünger am Romsdalenfjord
  18. Lasst den Vorhang herunter! Die Kunst beginnt...
  19. Restoration ecology meets carabidology: effects of floodplain restitution on ground beetles (Coleoptera, Carabidae)
  20. Erratum to: Stress, burnout, and job dissatisfaction in mental health workers (vol 266, pg 381, 2016)
  21. Where have all the beetles gone? Long-term study reveals carabid species decline in a nature reserve in Northern Germany
  22. Kein Anschluss ohne Kommunikation oder: Lese- und Medienkompetenz entstehen im Gespräch, auch mit Peers?
  23. Angst
  24. Native American Literature
  25. Ökosystem und Biodiversität
  26. Warren Weaver's Alice in Many Tongues
  27. Zeig mir deine Clique, und ich sag dir, wie gern du liest ...
  28. MAG
  29. Ethik und Fürsorge als Beziehungspraxis
  30. § 31
  31. Konzeptionen des Sachunterrichts in Europa
  32. Depression in Kindergarten Educators
  33. Transactions of the Digital Games Research Association